Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 10223 |
| Missing cells | 90 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 75 |
| Duplicate rows (%) | 0.7% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 6 |
| Dataset has 75 (0.7%) duplicate rows | Duplicates |
Credit_Limit is highly correlated with Avg_Open_To_Buy | High correlation |
Avg_Open_To_Buy is highly correlated with Credit_Limit | High correlation |
Dependent_count has 910 (8.9%) zeros | Zeros |
Contacts_Count_12_mon has 418 (4.1%) zeros | Zeros |
Total_Revolving_Bal has 2483 (24.3%) zeros | Zeros |
Avg_Utilization_Ratio has 2483 (24.3%) zeros | Zeros |
Reproduction
| Analysis started | 2021-07-13 17:20:59.194513 |
|---|---|
| Analysis finished | 2021-07-13 17:22:15.225116 |
| Duration | 1 minute and 16.03 seconds |
| Software version | pandas-profiling v2.12.0 |
| Download configuration | config.yaml |
CLIENTNUM
Real number (ℝ≥0)
| Distinct | 10127 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 739224456.9 |
| Minimum | 708082083 |
|---|---|
| Maximum | 828343083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 708082083 |
|---|---|
| 5-th percentile | 709110820.5 |
| Q1 | 713036770.5 |
| median | 717942033 |
| Q3 | 773181595.5 |
| 95-th percentile | 814216683 |
| Maximum | 828343083 |
| Range | 120261000 |
| Interquartile range (IQR) | 60144825 |
Descriptive statistics
| Standard deviation | 36928379.3 |
|---|---|
| Coefficient of variation (CV) | 0.04995557026 |
| Kurtosis | -0.621690104 |
| Mean | 739224456.9 |
| Median Absolute Deviation (MAD) | 6379200 |
| Skewness | 0.9927338024 |
| Sum | 7.557091623 × 1012 |
| Variance | 1.363705198 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 783554958 | 2 | < 0.1% |
| 778348233 | 2 | < 0.1% |
| 718619883 | 2 | < 0.1% |
| 785432733 | 2 | < 0.1% |
| 719712633 | 2 | < 0.1% |
| 715259583 | 2 | < 0.1% |
| 806160108 | 2 | < 0.1% |
| 718813833 | 2 | < 0.1% |
| 789172683 | 2 | < 0.1% |
| 719661558 | 2 | < 0.1% |
| Other values (10117) | 10203 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 |
| Value | Count | Frequency (%) |
| 828343083 | 1 | |
| 828298908 | 1 | |
| 828294933 | 1 | |
| 828291858 | 1 | |
| 828288333 | 1 |
Attrition_Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Characters and Unicode
| Total characters | 173791 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Existing Customer |
|---|---|
| 2nd row | Existing Customer |
| 3rd row | Existing Customer |
| 4th row | Existing Customer |
| 5th row | Existing Customer |
| Value | Count | Frequency (%) |
| Existing Customer | 8590 | |
| Attrited Customer | 1633 | 16.0% |
| Value | Count | Frequency (%) |
| customer | 10223 | |
| existing | 8590 | |
| attrited | 1633 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | 6.8% |
| r | 11856 | 6.8% |
| 10223 | 5.9% | |
| C | 10223 | 5.9% |
| u | 10223 | 5.9% |
| o | 10223 | 5.9% |
| m | 10223 | 5.9% |
| Other values (6) | 37626 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 143122 | |
| Uppercase Letter | 20446 | 11.8% |
| Space Separator | 10223 | 5.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | |
| r | 11856 | |
| u | 10223 | |
| o | 10223 | |
| m | 10223 | |
| x | 8590 | 6.0% |
| n | 8590 | 6.0% |
| Other values (2) | 10223 |
| Value | Count | Frequency (%) |
| C | 10223 | |
| E | 8590 | |
| A | 1633 | 8.0% |
| Value | Count | Frequency (%) |
| 10223 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 163568 | |
| Common | 10223 | 5.9% |
Most frequent character per script
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | |
| r | 11856 | |
| C | 10223 | 6.2% |
| u | 10223 | 6.2% |
| o | 10223 | 6.2% |
| m | 10223 | 6.2% |
| E | 8590 | 5.3% |
| Other values (5) | 29036 |
| Value | Count | Frequency (%) |
| 10223 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 173791 |
Most frequent character per block
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | 6.8% |
| r | 11856 | 6.8% |
| 10223 | 5.9% | |
| C | 10223 | 5.9% |
| u | 10223 | 5.9% |
| o | 10223 | 5.9% |
| m | 10223 | 5.9% |
| Other values (6) | 37626 |
Customer_Age
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 30 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.30569999 |
| Minimum | -59 |
|---|---|
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 6 |
| Negative (%) | 0.1% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | -59 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 41 |
| median | 46 |
| Q3 | 52 |
| 95-th percentile | 60 |
| Maximum | 73 |
| Range | 132 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.35413348 |
|---|---|
| Coefficient of variation (CV) | 0.1804126378 |
| Kurtosis | 10.06792048 |
| Mean | 46.30569999 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.9321881721 |
| Sum | 471994 |
| Variance | 69.7915462 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44 | 503 | 4.9% |
| 49 | 501 | 4.9% |
| 45 | 489 | 4.8% |
| 46 | 489 | 4.8% |
| 47 | 481 | 4.7% |
| 43 | 474 | 4.6% |
| 48 | 473 | 4.6% |
| 50 | 454 | 4.4% |
| 42 | 428 | 4.2% |
| 51 | 400 | 3.9% |
| Other values (38) | 5501 |
| Value | Count | Frequency (%) |
| -59 | 2 | < 0.1% |
| -50 | 2 | < 0.1% |
| -41 | 2 | < 0.1% |
| 26 | 78 | |
| 27 | 32 |
| Value | Count | Frequency (%) |
| 73 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 68 | 2 | |
| 67 | 4 | |
| 66 | 4 |
Gender
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| F | |
|---|---|
| M | |
| MALE | 8 |
| Male | 8 |
| Femle | 8 |
| Other values (3) | 16 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.014477159 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10371 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | female |
| 5th row | MALE |
| Value | Count | Frequency (%) |
| F | 5372 | |
| M | 4811 | |
| MALE | 8 | 0.1% |
| Male | 8 | 0.1% |
| Femle | 8 | 0.1% |
| female | 6 | 0.1% |
| male | 6 | 0.1% |
| FEmale | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| f | 5372 | |
| m | 4811 | |
| male | 22 | 0.2% |
| female | 10 | 0.1% |
| femle | 8 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| e | 46 | 0.4% |
| l | 32 | 0.3% |
| m | 24 | 0.2% |
| a | 24 | 0.2% |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| f | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10239 | |
| Lowercase Letter | 132 | 1.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| Value | Count | Frequency (%) |
| e | 46 | |
| l | 32 | |
| m | 24 | |
| a | 24 | |
| f | 6 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10371 |
Most frequent character per script
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| e | 46 | 0.4% |
| l | 32 | 0.3% |
| m | 24 | 0.2% |
| a | 24 | 0.2% |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| f | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10371 |
Most frequent character per block
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| e | 46 | 0.4% |
| l | 32 | 0.3% |
| m | 24 | 0.2% |
| a | 24 | 0.2% |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| f | 6 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.346180182 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 910 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.29821862 |
|---|---|
| Coefficient of variation (CV) | 0.5533328726 |
| Kurtosis | -0.6846162053 |
| Mean | 2.346180182 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.02168742599 |
| Sum | 23985 |
| Variance | 1.685371584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2760 | |
| 2 | 2676 | |
| 1 | 1860 | |
| 4 | 1592 | |
| 0 | 910 | 8.9% |
| 5 | 425 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 910 | 8.9% |
| 1 | 1860 | |
| 2 | 2676 | |
| 3 | 2760 | |
| 4 | 1592 |
| Value | Count | Frequency (%) |
| 5 | 425 | 4.2% |
| 4 | 1592 | |
| 3 | 2760 | |
| 2 | 2676 | |
| 1 | 1860 |
Education_Level
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Memory size | 80.0 KiB |
| GrAduate | |
|---|---|
| High School | |
| Unknown | |
| Uneducated | |
| college | |
| Other values (4) |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.938062622 |
| Min length | 6 |
Characters and Unicode
| Total characters | 91347 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | GrAduate |
| 3rd row | GrAduate |
| 4th row | High School |
| 5th row | Uneducated |
| Value | Count | Frequency (%) |
| GrAduate | 3160 | |
| High School | 2032 | |
| Unknown | 1531 | |
| Uneducated | 1496 | |
| college | 1021 | 10.0% |
| Post-Graduate | 519 | 5.1% |
| Doctorate | 459 | 4.5% |
| ghjefs | 1 | < 0.1% |
| shdjafs | 1 | < 0.1% |
| (Missing) | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| graduate | 3160 | |
| school | 2032 | |
| high | 2032 | |
| unknown | 1531 | |
| uneducated | 1496 | |
| college | 1021 | 8.3% |
| post-graduate | 519 | 4.2% |
| doctorate | 459 | 3.7% |
| ghjefs | 1 | < 0.1% |
| shdjafs | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9173 | 10.0% |
| o | 8053 | 8.8% |
| d | 6672 | 7.3% |
| t | 6612 | 7.2% |
| a | 6154 | 6.7% |
| n | 6089 | 6.7% |
| u | 5175 | 5.7% |
| c | 5008 | 5.5% |
| r | 4138 | 4.5% |
| l | 4074 | 4.5% |
| Other values (17) | 30199 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 73888 | |
| Uppercase Letter | 14908 | 16.3% |
| Space Separator | 2032 | 2.2% |
| Dash Punctuation | 519 | 0.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 9173 | |
| o | 8053 | |
| d | 6672 | |
| t | 6612 | |
| a | 6154 | |
| n | 6089 | |
| u | 5175 | |
| c | 5008 | 6.8% |
| r | 4138 | 5.6% |
| l | 4074 | 5.5% |
| Other values (8) | 12740 |
| Value | Count | Frequency (%) |
| G | 3679 | |
| A | 3160 | |
| U | 3027 | |
| H | 2032 | |
| S | 2032 | |
| P | 519 | 3.5% |
| D | 459 | 3.1% |
| Value | Count | Frequency (%) |
| 2032 |
| Value | Count | Frequency (%) |
| - | 519 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 88796 | |
| Common | 2551 | 2.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 9173 | 10.3% |
| o | 8053 | 9.1% |
| d | 6672 | 7.5% |
| t | 6612 | 7.4% |
| a | 6154 | 6.9% |
| n | 6089 | 6.9% |
| u | 5175 | 5.8% |
| c | 5008 | 5.6% |
| r | 4138 | 4.7% |
| l | 4074 | 4.6% |
| Other values (15) | 27648 |
| Value | Count | Frequency (%) |
| 2032 | ||
| - | 519 | 20.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 91347 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 9173 | 10.0% |
| o | 8053 | 8.8% |
| d | 6672 | 7.3% |
| t | 6612 | 7.2% |
| a | 6154 | 6.7% |
| n | 6089 | 6.7% |
| u | 5175 | 5.7% |
| c | 5008 | 5.5% |
| r | 4138 | 4.5% |
| l | 4074 | 4.5% |
| Other values (17) | 30199 |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.685121784 |
| Min length | 6 |
Characters and Unicode
| Total characters | 68342 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Unknown |
| 5th row | Married |
| Value | Count | Frequency (%) |
| Married | 4740 | |
| Single | 3971 | |
| Unknown | 760 | 7.4% |
| Divorced | 752 | 7.4% |
| Value | Count | Frequency (%) |
| married | 4740 | |
| single | 3971 | |
| unknown | 760 | 7.4% |
| divorced | 752 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| M | 4740 | |
| a | 4740 | |
| S | 3971 | 5.8% |
| g | 3971 | 5.8% |
| l | 3971 | 5.8% |
| Other values (7) | 6048 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 58119 | |
| Uppercase Letter | 10223 | 15.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| a | 4740 | |
| g | 3971 | 6.8% |
| l | 3971 | 6.8% |
| o | 1512 | 2.6% |
| k | 760 | 1.3% |
| Other values (3) | 2264 | 3.9% |
| Value | Count | Frequency (%) |
| M | 4740 | |
| S | 3971 | |
| U | 760 | 7.4% |
| D | 752 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 68342 |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| M | 4740 | |
| a | 4740 | |
| S | 3971 | 5.8% |
| g | 3971 | 5.8% |
| l | 3971 | 5.8% |
| Other values (7) | 6048 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 68342 |
Most frequent character per block
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| M | 4740 | |
| a | 4740 | |
| S | 3971 | 5.8% |
| g | 3971 | 5.8% |
| l | 3971 | 5.8% |
| Other values (7) | 6048 |
Income_Category
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 18 |
| Missing (%) | 0.2% |
| Memory size | 80.0 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.48593827 |
| Min length | 7 |
Characters and Unicode
| Total characters | 117214 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | $60K - $80K |
|---|---|
| 2nd row | Less than $40K |
| 3rd row | $80K - $120K |
| 4th row | Less than $40K |
| 5th row | $60K - $80K |
| Value | Count | Frequency (%) |
| Less than $40K | 3585 | |
| $40K - $60K | 1806 | |
| $80K - $120K | 1556 | |
| $60K - $80K | 1420 | 13.9% |
| Unknown | 1100 | 10.8% |
| $120K + | 738 | 7.2% |
| (Missing) | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 5520 | ||
| 40k | 5391 | |
| less | 3585 | |
| than | 3585 | |
| 60k | 3226 | |
| 80k | 2976 | |
| 120k | 2294 | |
| unknown | 1100 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 17472 | ||
| $ | 13887 | |
| 0 | 13887 | |
| K | 13887 | |
| s | 7170 | 6.1% |
| n | 6885 | 5.9% |
| 4 | 5391 | 4.6% |
| - | 4782 | 4.1% |
| L | 3585 | 3.1% |
| e | 3585 | 3.1% |
| Other values (12) | 26683 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31695 | |
| Decimal Number | 30068 | |
| Uppercase Letter | 18572 | |
| Space Separator | 17472 | |
| Currency Symbol | 13887 | |
| Dash Punctuation | 4782 | 4.1% |
| Math Symbol | 738 | 0.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| s | 7170 | |
| n | 6885 | |
| e | 3585 | |
| t | 3585 | |
| h | 3585 | |
| a | 3585 | |
| k | 1100 | 3.5% |
| o | 1100 | 3.5% |
| w | 1100 | 3.5% |
| Value | Count | Frequency (%) |
| 0 | 13887 | |
| 4 | 5391 | 17.9% |
| 6 | 3226 | 10.7% |
| 8 | 2976 | 9.9% |
| 1 | 2294 | 7.6% |
| 2 | 2294 | 7.6% |
| Value | Count | Frequency (%) |
| K | 13887 | |
| L | 3585 | 19.3% |
| U | 1100 | 5.9% |
| Value | Count | Frequency (%) |
| $ | 13887 |
| Value | Count | Frequency (%) |
| 17472 |
| Value | Count | Frequency (%) |
| - | 4782 |
| Value | Count | Frequency (%) |
| + | 738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 66947 | |
| Latin | 50267 |
Most frequent character per script
| Value | Count | Frequency (%) |
| K | 13887 | |
| s | 7170 | |
| n | 6885 | |
| L | 3585 | 7.1% |
| e | 3585 | 7.1% |
| t | 3585 | 7.1% |
| h | 3585 | 7.1% |
| a | 3585 | 7.1% |
| U | 1100 | 2.2% |
| k | 1100 | 2.2% |
| Other values (2) | 2200 | 4.4% |
| Value | Count | Frequency (%) |
| 17472 | ||
| $ | 13887 | |
| 0 | 13887 | |
| 4 | 5391 | 8.1% |
| - | 4782 | 7.1% |
| 6 | 3226 | 4.8% |
| 8 | 2976 | 4.4% |
| 1 | 2294 | 3.4% |
| 2 | 2294 | 3.4% |
| + | 738 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 117214 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 17472 | ||
| $ | 13887 | |
| 0 | 13887 | |
| K | 13887 | |
| s | 7170 | 6.1% |
| n | 6885 | 5.9% |
| 4 | 5391 | 4.6% |
| - | 4782 | 4.1% |
| L | 3585 | 3.1% |
| e | 3585 | 3.1% |
| Other values (12) | 26683 |
Card_Category
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 39 |
| Missing (%) | 0.4% |
| Memory size | 80.0 KiB |
| Blue | |
|---|---|
| Silver | 560 |
| gold | 118 |
| platinum | 20 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.119795758 |
| Min length | 4 |
Characters and Unicode
| Total characters | 41956 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | gold |
| 5th row | Silver |
| Value | Count | Frequency (%) |
| Blue | 9486 | |
| Silver | 560 | 5.5% |
| gold | 118 | 1.2% |
| platinum | 20 | 0.2% |
| (Missing) | 39 | 0.4% |
| Value | Count | Frequency (%) |
| blue | 9486 | |
| silver | 560 | 5.5% |
| gold | 118 | 1.2% |
| platinum | 20 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| B | 9486 | |
| i | 580 | 1.4% |
| S | 560 | 1.3% |
| v | 560 | 1.3% |
| r | 560 | 1.3% |
| g | 118 | 0.3% |
| o | 118 | 0.3% |
| Other values (7) | 238 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31890 | |
| Uppercase Letter | 10046 | 23.9% |
| Space Separator | 20 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| i | 580 | 1.8% |
| v | 560 | 1.8% |
| r | 560 | 1.8% |
| g | 118 | 0.4% |
| o | 118 | 0.4% |
| d | 118 | 0.4% |
| p | 20 | 0.1% |
| Other values (4) | 80 | 0.3% |
| Value | Count | Frequency (%) |
| B | 9486 | |
| S | 560 | 5.6% |
| Value | Count | Frequency (%) |
| 20 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41936 | |
| Common | 20 | < 0.1% |
Most frequent character per script
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| B | 9486 | |
| i | 580 | 1.4% |
| S | 560 | 1.3% |
| v | 560 | 1.3% |
| r | 560 | 1.3% |
| g | 118 | 0.3% |
| o | 118 | 0.3% |
| Other values (6) | 218 | 0.5% |
| Value | Count | Frequency (%) |
| 20 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 41956 |
Most frequent character per block
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| B | 9486 | |
| i | 580 | 1.4% |
| S | 560 | 1.3% |
| v | 560 | 1.3% |
| r | 560 | 1.3% |
| g | 118 | 0.3% |
| o | 118 | 0.3% |
| Other values (7) | 238 | 0.6% |
Months_on_book
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.96126382 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 32 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.986247353 |
|---|---|
| Coefficient of variation (CV) | 0.2220791626 |
| Kurtosis | 0.4041994131 |
| Mean | 35.96126382 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.1036859509 |
| Sum | 367632 |
| Variance | 63.78014679 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 2491 | |
| 37 | 363 | 3.6% |
| 34 | 358 | 3.5% |
| 38 | 349 | 3.4% |
| 39 | 344 | 3.4% |
| 40 | 336 | 3.3% |
| 35 | 320 | 3.1% |
| 31 | 319 | 3.1% |
| 33 | 308 | 3.0% |
| 30 | 302 | 3.0% |
| Other values (34) | 4733 |
| Value | Count | Frequency (%) |
| 13 | 70 | |
| 14 | 16 | 0.2% |
| 15 | 34 | |
| 16 | 29 | |
| 17 | 39 |
| Value | Count | Frequency (%) |
| 56 | 107 | |
| 55 | 42 | 0.4% |
| 54 | 55 | |
| 53 | 78 | |
| 52 | 65 |
Total_Relationship_Count
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.815024944 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.553242522 |
|---|---|
| Coefficient of variation (CV) | 0.4071382351 |
| Kurtosis | -1.005754799 |
| Mean | 3.815024944 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1627050103 |
| Sum | 39001 |
| Variance | 2.412562333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2328 | |
| 4 | 1929 | |
| 5 | 1912 | |
| 6 | 1886 | |
| 2 | 1257 | |
| 1 | 911 | 8.9% |
| Value | Count | Frequency (%) |
| 1 | 911 | 8.9% |
| 2 | 1257 | |
| 3 | 2328 | |
| 4 | 1929 | |
| 5 | 1912 |
| Value | Count | Frequency (%) |
| 6 | 1886 | |
| 5 | 1912 | |
| 4 | 1929 | |
| 3 | 2328 | |
| 2 | 1257 |
Months_Inactive_12_mon
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.340408882 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 31 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.011834545 |
|---|---|
| Coefficient of variation (CV) | 0.4323323812 |
| Kurtosis | 1.099324143 |
| Mean | 2.340408882 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6344688189 |
| Sum | 23926 |
| Variance | 1.023809146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3871 | |
| 2 | 3317 | |
| 1 | 2256 | |
| 4 | 443 | 4.3% |
| 5 | 179 | 1.8% |
| 6 | 126 | 1.2% |
| 0 | 31 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 31 | 0.3% |
| 1 | 2256 | |
| 2 | 3317 | |
| 3 | 3871 | |
| 4 | 443 | 4.3% |
| Value | Count | Frequency (%) |
| 6 | 126 | 1.2% |
| 5 | 179 | 1.8% |
| 4 | 443 | 4.3% |
| 3 | 3871 | |
| 2 | 3317 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.449867945 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 418 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.107773767 |
|---|---|
| Coefficient of variation (CV) | 0.4521769305 |
| Kurtosis | 0.004241125067 |
| Mean | 2.449867945 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.004228032285 |
| Sum | 25045 |
| Variance | 1.22716272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3410 | |
| 2 | 3264 | |
| 1 | 1507 | |
| 4 | 1394 | |
| 0 | 418 | 4.1% |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 418 | 4.1% |
| 1 | 1507 | |
| 2 | 3264 | |
| 3 | 3410 | |
| 4 | 1394 |
| Value | Count | Frequency (%) |
| 6 | 54 | 0.5% |
| 5 | 176 | 1.7% |
| 4 | 1394 | |
| 3 | 3410 | |
| 2 | 3264 |
| Distinct | 6205 |
|---|---|
| Distinct (%) | 60.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8654.292967 |
| Minimum | 1438.3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1439.1 |
| Q1 | 2560.5 |
| median | 4559 |
| Q3 | 11116 |
| 95-th percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8555.5 |
Descriptive statistics
| Standard deviation | 9098.411381 |
|---|---|
| Coefficient of variation (CV) | 1.051317701 |
| Kurtosis | 1.790025838 |
| Mean | 8654.292967 |
| Median Absolute Deviation (MAD) | 2606 |
| Skewness | 1.661411428 |
| Sum | 88472837 |
| Variance | 82781089.67 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34516 | 514 | 5.0% |
| 1438.3 | 510 | 5.0% |
| 15987 | 18 | 0.2% |
| 9959 | 18 | 0.2% |
| 23981 | 12 | 0.1% |
| 2490 | 11 | 0.1% |
| 3735 | 11 | 0.1% |
| 6224 | 11 | 0.1% |
| 7469 | 10 | 0.1% |
| 2069 | 8 | 0.1% |
| Other values (6195) | 9100 |
| Value | Count | Frequency (%) |
| 1438.3 | 510 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 2 | < 0.1% |
| 1442 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 34516 | 514 | |
| 34496 | 1 | < 0.1% |
| 34458 | 1 | < 0.1% |
| 34427 | 1 | < 0.1% |
| 34198 | 1 | < 0.1% |
| Distinct | 1974 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1165.096351 |
| Minimum | 0 |
|---|---|
| Maximum | 2517 |
| Zeros | 2483 |
| Zeros (%) | 24.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 405.5 |
| median | 1279 |
| Q3 | 1785 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1379.5 |
Descriptive statistics
| Standard deviation | 814.811961 |
|---|---|
| Coefficient of variation (CV) | 0.6993515687 |
| Kurtosis | -1.143610005 |
| Mean | 1165.096351 |
| Median Absolute Deviation (MAD) | 591 |
| Skewness | -0.1518827627 |
| Sum | 11910780 |
| Variance | 663918.5318 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2483 | 24.3% |
| 2517 | 516 | 5.0% |
| 1480 | 12 | 0.1% |
| 1965 | 12 | 0.1% |
| 1720 | 11 | 0.1% |
| 1664 | 11 | 0.1% |
| 1560 | 11 | 0.1% |
| 1434 | 11 | 0.1% |
| 1250 | 10 | 0.1% |
| 1650 | 10 | 0.1% |
| Other values (1964) | 7136 |
| Value | Count | Frequency (%) |
| 0 | 2483 | |
| 132 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2517 | 516 | |
| 2514 | 3 | < 0.1% |
| 2513 | 1 | < 0.1% |
| 2512 | 2 | < 0.1% |
| 2511 | 1 | < 0.1% |
| Distinct | 6813 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7489.196615 |
| Minimum | 3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 481.1 |
| Q1 | 1327.5 |
| median | 3488 |
| Q3 | 9927 |
| 95-th percentile | 32185.8 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 8599.5 |
Descriptive statistics
| Standard deviation | 9100.061551 |
|---|---|
| Coefficient of variation (CV) | 1.215091821 |
| Kurtosis | 1.780975063 |
| Mean | 7489.196615 |
| Median Absolute Deviation (MAD) | 2679 |
| Skewness | 1.656710773 |
| Sum | 76562057 |
| Variance | 82811120.23 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 326 | 3.2% |
| 34516 | 99 | 1.0% |
| 31999 | 26 | 0.3% |
| 787 | 8 | 0.1% |
| 713 | 7 | 0.1% |
| 953 | 7 | 0.1% |
| 463 | 7 | 0.1% |
| 788 | 7 | 0.1% |
| 701 | 7 | 0.1% |
| 806 | 6 | 0.1% |
| Other values (6803) | 9723 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 24 | 1 |
| Value | Count | Frequency (%) |
| 34516 | 99 | |
| 34362 | 1 | < 0.1% |
| 34302 | 1 | < 0.1% |
| 34300 | 1 | < 0.1% |
| 34297 | 1 | < 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct | 1158 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7632900323 |
| Minimum | 0 |
|---|---|
| Maximum | 3.397 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.464 |
| Q1 | 0.631 |
| median | 0.737 |
| Q3 | 0.861 |
| 95-th percentile | 1.12 |
| Maximum | 3.397 |
| Range | 3.397 |
| Interquartile range (IQR) | 0.23 |
Descriptive statistics
| Standard deviation | 0.2275878692 |
|---|---|
| Coefficient of variation (CV) | 0.2981669609 |
| Kurtosis | 12.70114737 |
| Mean | 0.7632900323 |
| Median Absolute Deviation (MAD) | 0.114 |
| Skewness | 2.038033024 |
| Sum | 7803.114 |
| Variance | 0.05179623822 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.791 | 37 | 0.4% |
| 0.712 | 35 | 0.3% |
| 0.743 | 34 | 0.3% |
| 0.718 | 33 | 0.3% |
| 0.735 | 33 | 0.3% |
| 0.699 | 32 | 0.3% |
| 0.722 | 32 | 0.3% |
| 0.788 | 32 | 0.3% |
| 0.744 | 32 | 0.3% |
| 0.631 | 31 | 0.3% |
| Other values (1148) | 9892 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.01 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.397 | 2 | |
| 3.355 | 2 | |
| 2.675 | 1 | |
| 2.594 | 1 | |
| 2.368 | 1 |
Total_Trans_Amt
Real number (ℝ≥0)
| Distinct | 5033 |
|---|---|
| Distinct (%) | 49.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4375.045583 |
| Minimum | 510 |
|---|---|
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1264 |
| Q1 | 2124.5 |
| median | 3880 |
| Q3 | 4734 |
| 95-th percentile | 14203.8 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2609.5 |
Descriptive statistics
| Standard deviation | 3394.397079 |
|---|---|
| Coefficient of variation (CV) | 0.7758541059 |
| Kurtosis | 3.927673233 |
| Mean | 4375.045583 |
| Median Absolute Deviation (MAD) | 1315 |
| Skewness | 2.045084902 |
| Sum | 44726091 |
| Variance | 11521931.53 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4509 | 11 | 0.1% |
| 4253 | 11 | 0.1% |
| 2229 | 10 | 0.1% |
| 4518 | 10 | 0.1% |
| 4498 | 9 | 0.1% |
| 4220 | 9 | 0.1% |
| 4313 | 9 | 0.1% |
| 4042 | 9 | 0.1% |
| 4869 | 9 | 0.1% |
| 4037 | 9 | 0.1% |
| Other values (5023) | 10127 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 |
| Value | Count | Frequency (%) |
| 18484 | 1 | |
| 17995 | 1 | |
| 17744 | 1 | |
| 17634 | 1 | |
| 17628 | 1 |
Total_Trans_Ct
Real number (ℝ≥0)
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.51345006 |
| Minimum | 10 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 44 |
| median | 67 |
| Q3 | 80 |
| 95-th percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.641091 |
|---|---|
| Coefficient of variation (CV) | 0.3664521271 |
| Kurtosis | -0.3890897601 |
| Mean | 64.51345006 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.1530652148 |
| Sum | 659521 |
| Variance | 558.9011838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81 | 208 | 2.0% |
| 71 | 203 | 2.0% |
| 75 | 203 | 2.0% |
| 69 | 202 | 2.0% |
| 82 | 202 | 2.0% |
| 76 | 198 | 1.9% |
| 77 | 197 | 1.9% |
| 70 | 193 | 1.9% |
| 74 | 190 | 1.9% |
| 78 | 190 | 1.9% |
| Other values (116) | 8237 |
| Value | Count | Frequency (%) |
| 10 | 4 | |
| 11 | 2 | < 0.1% |
| 12 | 4 | |
| 13 | 6 | |
| 14 | 9 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 132 | 1 | < 0.1% |
| 131 | 6 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct | 830 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7151215886 |
| Minimum | 0 |
|---|---|
| Maximum | 3.714 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.368 |
| Q1 | 0.583 |
| median | 0.703 |
| Q3 | 0.821 |
| 95-th percentile | 1.077 |
| Maximum | 3.714 |
| Range | 3.714 |
| Interquartile range (IQR) | 0.238 |
Descriptive statistics
| Standard deviation | 0.2455565761 |
|---|---|
| Coefficient of variation (CV) | 0.3433773781 |
| Kurtosis | 16.40103587 |
| Mean | 0.7151215886 |
| Median Absolute Deviation (MAD) | 0.119 |
| Skewness | 2.236630015 |
| Sum | 7310.688 |
| Variance | 0.06029803207 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 173 | 1.7% |
| 0.667 | 172 | 1.7% |
| 0.5 | 162 | 1.6% |
| 0.75 | 157 | 1.5% |
| 0.6 | 117 | 1.1% |
| 0.8 | 102 | 1.0% |
| 0.714 | 94 | 0.9% |
| 0.833 | 86 | 0.8% |
| 0.778 | 70 | 0.7% |
| 0.625 | 64 | 0.6% |
| Other values (820) | 9026 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.714 | 1 | < 0.1% |
| 3.571 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3.25 | 2 | |
| 3 | 3 |
| Distinct | 964 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2747400959 |
| Minimum | 0 |
|---|---|
| Maximum | 0.999 |
| Zeros | 2483 |
| Zeros (%) | 24.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.024 |
| median | 0.175 |
| Q3 | 0.502 |
| 95-th percentile | 0.792 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.478 |
Descriptive statistics
| Standard deviation | 0.2754291776 |
|---|---|
| Coefficient of variation (CV) | 1.002508122 |
| Kurtosis | -0.7920669153 |
| Mean | 0.2747400959 |
| Median Absolute Deviation (MAD) | 0.175 |
| Skewness | 0.7195038664 |
| Sum | 2808.668 |
| Variance | 0.0758612319 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2483 | 24.3% |
| 0.073 | 44 | 0.4% |
| 0.057 | 34 | 0.3% |
| 0.048 | 33 | 0.3% |
| 0.06 | 30 | 0.3% |
| 0.061 | 29 | 0.3% |
| 0.045 | 29 | 0.3% |
| 0.059 | 29 | 0.3% |
| 0.069 | 28 | 0.3% |
| 0.053 | 27 | 0.3% |
| Other values (954) | 7457 |
| Value | Count | Frequency (%) |
| 0 | 2483 | |
| 0.004 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.006 | 3 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.999 | 1 | |
| 0.995 | 1 | |
| 0.994 | 1 | |
| 0.992 | 1 | |
| 0.99 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 768805383 | Existing Customer | 45.0 | M | 3 | High School | Married | $60K - $80K | Blue | 39 | 5 | 1 | 3 | 12691.0 | 777 | 11914.0 | 1.335 | 1144 | 42 | 1.625 | 0.061 |
| 1 | 818770008 | Existing Customer | 49.0 | F | 5 | GrAduate | Single | Less than $40K | Blue | 44 | 6 | 1 | 2 | 8256.0 | 864 | 7392.0 | 1.541 | 1291 | 33 | 3.714 | 0.105 |
| 2 | 713982108 | Existing Customer | 51.0 | M | 3 | GrAduate | Married | $80K - $120K | NaN | 36 | 4 | 1 | 0 | 3418.0 | 0 | 3418.0 | 2.594 | 1887 | 20 | 2.333 | 0.000 |
| 3 | 769911858 | Existing Customer | NaN | female | 4 | High School | Unknown | Less than $40K | NaN | 34 | 3 | 4 | 1 | 3313.0 | 2517 | 796.0 | 1.405 | 1171 | 20 | 2.333 | 0.760 |
| 4 | 709106358 | Existing Customer | NaN | MALE | 3 | Uneducated | Married | $60K - $80K | Blue | 21 | 5 | 1 | 0 | 4716.0 | 0 | 4716.0 | 2.175 | 816 | 28 | 2.500 | 0.000 |
| 5 | 713061558 | Existing Customer | 44.0 | M | 2 | GrAduate | Married | $40K - $60K | NaN | 36 | 3 | 1 | 2 | 4010.0 | 1247 | 2763.0 | 1.376 | 1088 | 24 | 0.846 | 0.311 |
| 6 | 810347208 | Existing Customer | 51.0 | M | 4 | Unknown | Married | $120K + | gold | 46 | 6 | 1 | 3 | 34516.0 | 2264 | 32252.0 | 1.975 | 1330 | 31 | 0.722 | 0.066 |
| 7 | 818906208 | Existing Customer | 32.0 | MALE | 0 | High School | Unknown | $60K - $80K | Silver | 27 | 2 | 2 | 2 | 29081.0 | 1396 | 27685.0 | 2.204 | 1538 | 36 | 0.714 | 0.048 |
| 8 | 710930508 | Existing Customer | NaN | MALE | 3 | Uneducated | Single | $60K - $80K | Blue | 36 | 5 | 2 | 0 | 22352.0 | 2517 | 19835.0 | 3.355 | 1350 | 24 | 1.182 | 0.113 |
| 9 | 719661558 | Existing Customer | 48.0 | M | 2 | GrAduate | Single | $80K - $120K | Blue | 36 | 6 | 3 | 3 | 11656.0 | 1677 | 9979.0 | 1.524 | 1441 | 32 | 0.882 | 0.144 |
Last rows
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10213 | 720201033 | Attrited Customer | 53.0 | M | 2 | GrAduate | Married | $80K - $120K | Blue | 41 | 3 | 3 | 2 | 11669.0 | 2227 | 9442.0 | 0.622 | 720 | 23 | 0.353 | 0.191 |
| 10214 | 718039683 | Existing Customer | 52.0 | M | 2 | High School | Single | $40K - $60K | Blue | 45 | 3 | 1 | 2 | 13532.0 | 1300 | 12232.0 | 0.846 | 1521 | 29 | 1.417 | 0.096 |
| 10215 | 710806083 | Existing Customer | 50.0 | F | 1 | Uneducated | Unknown | Less than $40K | Silver | 36 | 4 | 2 | 2 | 11888.0 | 2090 | 9798.0 | 0.700 | 1137 | 30 | 0.765 | 0.176 |
| 10216 | 714752208 | Existing Customer | 42.0 | F | 1 | GrAduate | Married | Less than $40K | Blue | 36 | 5 | 1 | 2 | 2393.0 | 1985 | 408.0 | 0.788 | 978 | 16 | 0.778 | 0.830 |
| 10217 | 822063408 | Existing Customer | 43.0 | M | 4 | Unknown | Married | $40K - $60K | Blue | 39 | 5 | 1 | 2 | 6111.0 | 2517 | 3594.0 | 0.632 | 1221 | 16 | 2.200 | 0.412 |
| 10218 | 714490308 | Existing Customer | 57.0 | M | 4 | GrAduate | Married | $80K - $120K | Blue | 46 | 3 | 2 | 3 | 19270.0 | 1662 | 17608.0 | 1.186 | 1565 | 28 | 1.545 | 0.086 |
| 10219 | 713356833 | Existing Customer | 52.0 | M | 1 | GrAduate | Married | $80K - $120K | Blue | 43 | 3 | 1 | 4 | 3710.0 | 2517 | 1193.0 | 1.541 | 1578 | 34 | 0.700 | 0.678 |
| 10220 | 711402333 | Existing Customer | 47.0 | M | 2 | Doctorate | Single | Less than $40K | Blue | 37 | 2 | 1 | 3 | 3235.0 | 797 | 2438.0 | 0.541 | 1493 | 32 | 1.000 | 0.246 |
| 10221 | 708296883 | Existing Customer | 44.0 | F | 3 | GrAduate | Single | $40K - $60K | Blue | 38 | 3 | 1 | 0 | 11749.0 | 788 | 10961.0 | 0.688 | 1178 | 27 | 0.929 | 0.067 |
| 10222 | 719154483 | Existing Customer | 53.0 | M | 2 | High School | Divorced | $60K - $80K | Blue | 36 | 5 | 3 | 2 | 7753.0 | 2100 | 5653.0 | 0.839 | 991 | 26 | 0.733 | 0.271 |
Most frequent
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 708296883 | Existing Customer | 44.0 | F | 3 | GrAduate | Single | $40K - $60K | Blue | 38 | 3 | 1 | 0 | 11749.0 | 788 | 10961.0 | 0.688 | 1178 | 27 | 0.929 | 0.067 | 2 |
| 1 | 708300483 | Attrited Customer | 66.0 | F | 0 | Doctorate | Married | Unknown | Blue | 56 | 5 | 4 | 3 | 7882.0 | 605 | 7277.0 | 1.052 | 704 | 16 | 0.143 | 0.077 | 2 |
| 2 | 708476808 | Existing Customer | 54.0 | M | 4 | Unknown | Divorced | $120K + | Blue | 36 | 6 | 3 | 2 | 33791.0 | 1960 | 31831.0 | 0.618 | 1047 | 31 | 0.824 | 0.058 | 2 |
| 3 | 708492558 | Existing Customer | 42.0 | M | 3 | Unknown | Married | $60K - $80K | Blue | 36 | 5 | 3 | 3 | 15088.0 | 865 | 14223.0 | 0.939 | 1107 | 21 | 1.625 | 0.057 | 2 |
| 4 | 708508758 | Attrited Customer | 62.0 | F | 0 | GrAduate | Married | Less than $40K | Blue | 49 | 2 | 3 | 3 | 1438.3 | 0 | 1438.3 | 1.047 | 692 | 16 | 0.600 | 0.000 | 2 |
| 5 | 710599683 | Existing Customer | 56.0 | M | 1 | college | Single | $80K - $120K | Blue | 36 | 3 | 6 | 0 | 11751.0 | 0 | 11751.0 | 3.397 | 1539 | 17 | 3.250 | 0.000 | 2 |
| 6 | 710806083 | Existing Customer | 50.0 | F | 1 | Uneducated | Unknown | Less than $40K | Silver | 36 | 4 | 2 | 2 | 11888.0 | 2090 | 9798.0 | 0.700 | 1137 | 30 | 0.765 | 0.176 | 2 |
| 7 | 710916408 | Existing Customer | 57.0 | M | 4 | GrAduate | Married | $60K - $80K | Blue | 39 | 4 | 3 | 0 | 8466.0 | 1886 | 6580.0 | 0.560 | 1342 | 32 | 0.391 | 0.223 | 2 |
| 8 | 711318033 | Existing Customer | 47.0 | M | 3 | GrAduate | Single | $60K - $80K | Blue | 36 | 4 | 2 | 2 | 2926.0 | 0 | 2926.0 | 0.676 | 1304 | 24 | 0.846 | 0.000 | 2 |
| 9 | 711402333 | Existing Customer | 47.0 | M | 2 | Doctorate | Single | Less than $40K | Blue | 37 | 2 | 1 | 3 | 3235.0 | 797 | 2438.0 | 0.541 | 1493 | 32 | 1.000 | 0.246 | 2 |